Akhil Padmanaban
commited on
Commit
·
356e049
1
Parent(s):
015d885
Added the file
Browse files- HelpingMentalAsst.py +60 -0
HelpingMentalAsst.py
ADDED
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
import torch
|
3 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
4 |
+
import gradio as gr
|
5 |
+
|
6 |
+
# Load the HelpingAI2.5-10B model
|
7 |
+
model_name = "HelpingAI/HelpingAI2.5-10B-1M"
|
8 |
+
model = AutoModelForCausalLM.from_pretrained(model_name)
|
9 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
10 |
+
|
11 |
+
# Helper function to generate response
|
12 |
+
def generate_response(user_input):
|
13 |
+
chat = [
|
14 |
+
{"role": "system", "content": "You are HelpingAI, an emotional AI specialized in medical assistance. Understand the user's mental state through their text and respond empathetically."},
|
15 |
+
{"role": "user", "content": user_input}
|
16 |
+
]
|
17 |
+
|
18 |
+
inputs = tokenizer.apply_chat_template(
|
19 |
+
chat,
|
20 |
+
add_generation_prompt=True,
|
21 |
+
return_tensors="pt"
|
22 |
+
).to(model.device)
|
23 |
+
|
24 |
+
outputs = model.generate(
|
25 |
+
inputs,
|
26 |
+
max_new_tokens=256,
|
27 |
+
do_sample=True,
|
28 |
+
temperature=0.6,
|
29 |
+
top_p=0.9,
|
30 |
+
)
|
31 |
+
|
32 |
+
response = outputs[0][inputs.shape[-1]:]
|
33 |
+
return tokenizer.decode(response, skip_special_tokens=True)
|
34 |
+
|
35 |
+
# Define Gradio app
|
36 |
+
def chatbot(user_input):
|
37 |
+
try:
|
38 |
+
response = generate_response(user_input)
|
39 |
+
return response
|
40 |
+
except Exception as e:
|
41 |
+
return f"An error occurred: {str(e)}"
|
42 |
+
|
43 |
+
# Gradio interface
|
44 |
+
description = """
|
45 |
+
### HelpingAI - Medical Assistance Chatbot
|
46 |
+
|
47 |
+
This AI is designed to provide empathetic medical assistance. It understands the user's mental state through text and provides relevant responses.
|
48 |
+
"""
|
49 |
+
|
50 |
+
demo = gr.Interface(
|
51 |
+
fn=chatbot,
|
52 |
+
inputs=gr.Textbox(label="Enter your message", placeholder="Describe your medical concern or feelings..."),
|
53 |
+
outputs=gr.Textbox(label="HelpingAI Response"),
|
54 |
+
title="HelpingAI Medical Assistance",
|
55 |
+
description=description,
|
56 |
+
theme="compact",
|
57 |
+
)
|
58 |
+
|
59 |
+
if __name__ == "__main__":
|
60 |
+
demo.launch()
|